| # meaningful contribution | |
| Based on embarassing feedback on a bad PR for AXM-10598, and written from my beliefs; with only a little bit of copy pasting, because to be human is to copy from a shitload of places until it becomes your own. | |
| ## A contribution is not code, it's proven working code | |
| > "your job is to deliver code you have proven to work." — [simon willison](https://simonwillison.net/2025/Dec/18/code-proven-to-work/) | |
| agent-generated code is cheap. anyone can prompt an LLM to produce a thousand-line patch. that's not valuable. what's valuable is contributing code that demonstrably works, has been tested, and doesn't shift burden to reviewers. |
Use the prompt below with a coding agent to read a PRD.md file and scaffold a project repository, including the recommended files and built-in guidance for how humans should complete any missing details.
Give the agent this prompt in a repository that contains a PRD.md at the root.
The agent should then inspect PRD.md, choose a reasonable project structure, create the starter files, and place clear fill-in guidance where the PRD does not yet specify enough.
📬 Blueprint: Briefkasten-Komplettsteuerung (Einwurf, Erinnerung & Entnahme)
Hallo zusammen! 👋 Wer kennt es nicht? Die Post kommt, man vergisst sie, oder man läuft umsonst bei Kälte zum Briefkasten.
✨ Was kann diese Automation?
A pattern for building personal knowledge bases using LLMs.
This is an idea file, it is designed to be copy pasted to your own LLM Agent (e.g. OpenAI Codex, Claude Code, OpenCode / Pi, or etc.). Its goal is to communicate the high level idea, but your agent will build out the specifics in collaboration with you.
Most people's experience with LLMs and documents looks like RAG: you upload a collection of files, the LLM retrieves relevant chunks at query time, and generates an answer. This works, but the LLM is rediscovering knowledge from scratch on every question. There's no accumulation. Ask a subtle question that requires synthesizing five documents, and the LLM has to find and piece together the relevant fragments every time. Nothing is built up. NotebookLM, ChatGPT file uploads, and most RAG systems work this way.
nvidia-smi (NVIDIA System Management Interface) is a command-line tool that provides monitoring, management, and diagnostic information for NVIDIA GPU devices.
It communicates directly with the NVIDIA driver and GPU, and can:
o───o───o
/ \
o───o───o───●───o───▶
\ / \
o───o───o ?